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OOD Detection on CIFAR-100 In-distribution OpenOOD (test)

2.83FPR95 (MNIST)

MDSEns

Updated 1mo ago

Evaluation Results

Method	Links
MDSEns 2023.06		2.83	98.21	82.57	53.76	84.94	69.75	96.61	42.27	66.74	66
NAC-UE 2023.06		21.97	93.15	24.39	92.4	40.65	89.32	73.57	73.05	40.14	86.98
VIM 2023.06		48.32	81.89	46.22	83.14	46.86	85.91	61.57	75.85	50.74	81.7
KNN 2023.06		48.58	82.36	51.75	84.15	53.56	83.66	60.7	79.43	53.65	82.4
RMDS 2023.06		52.05	79.74	51.65	84.89	53.99	83.65	53.57	83.4	52.81	82.92
Gram 2023.06		53.53	80.71	20.06	95.55	89.51	70.79	94.67	46.38	64.44	73.36
OpenMax 2023.06		53.82	76.01	53.2	82.07	56.12	80.56	54.85	79.29	54.5	79.48
ODIN 2023.06		55.44	83.79	67.41	74.54	62.37	79.33	59.71	79.45	58.86	79.28
ReAct 2023.06		56.04	78.37	50.41	83.01	55.04	80.15	55.3	80.03	54.2	80.39
SHE 2023.06		58.78	76.76	53.92	78.29	80.97	73.29	73.64	65.24	76.3	64.12
GEN 2023.06		59.15	76.92	55.45	81.41	61.23	78.74	56.25	80.28	56.71	79.68
ASH 2023.06		66.58	77.23	46	85.6	61.27	80.72	62.95	78.76	59.2	80.58
MDS 2023.06		71.72	67.47	67.21	70.68	70.49	76.26	79.61	63.15	72.26	69.39